Testing Change of Basis in Linear Operator

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SUMMARY

The discussion focuses on verifying the change of basis for a linear operator represented by the matrix A = [[5, 6], [7, 8]] in R^2. The operator is transformed into a new basis defined by the vectors (2,1) and (1,2). The calculations show that the new representation of the operator is A' = B^(-1)AB, resulting in A' = (1/3) * [[10, 11], [28, 29]]. The steps taken to express the original basis vectors in the new basis are confirmed to be accurate.

PREREQUISITES
  • Understanding of linear operators in R^2
  • Familiarity with matrix multiplication
  • Knowledge of basis transformation in linear algebra
  • Ability to compute the inverse of a matrix
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  • Study the properties of linear transformations in vector spaces
  • Learn how to compute the inverse of a 2x2 matrix
  • Explore applications of change of basis in computer graphics
  • Investigate eigenvalues and eigenvectors in relation to linear operators
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psholtz
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I just want to test/verify my knowledge of change of basis in a linear operator.. (it's not a homework question).

Suppose I have linear operator mapping R^2 into R^2, and expressed in the canonical basis (1,0), (0,1). Suppose (for the sake of discussion) that the linear operator is given by:

[tex]A=\left(\begin{array}{ccc}5 & 6 \\ 7 & 8\end{array}\right)[/tex]

Suppose now that I want to express this linear operator in a different basis, say (2,1), (1,2). To do this, I first apply the linear operator to the two (original) basis vectors:

[tex]A \cdot \left(\begin{array}{c}1 \\ 0 \end{array}\right) = \left(\begin{array}{c}5 \\ 7\end{array}\right)[/tex]

[tex]A \cdot \left(\begin{array}{c}0 \\ 1 \end{array}\right) = \left(\begin{array}{c}6 \\ 8\end{array}\right)[/tex]

To find the linear operator A' in the new basis, we express these two vectors in terms of the new basis vectors. Solving the equation for x1, x2 gives:

[tex]\left(\begin{array}{cc}2 & 1 \\ 1 & 2 \end{array}\right) \left(\begin{array}{c}x_1 \\ x_2\end{array}\right) = \left(\begin{array}{c}5 \\ 7\end{array}\right)[/tex]

[tex]x_1 = 1, x_2=3[/tex]

and similarly:

[tex]\left(\begin{array}{cc}2 & 1 \\ 1 & 2 \end{array}\right) \left(\begin{array}{c}x_1 \\ x_2\end{array}\right) = \left(\begin{array}{c}6 \\ 8\end{array}\right)[/tex]

[tex]x_1 = 4/3, x_2=10/3[/tex]

So the expression for the linear operator in the new basis will be given by:

[tex]A' = \left(\begin{array}{cc}1 & 4/3 \\ 3 & 10/3\end{array}\right)[/tex]

Is this correct?
 
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Let
[tex] B = \left(\begin{array}{cc}2 & 1 \\ 1 & 2 \end{array}\right) [/tex]

Now

[tex] A' = B^{-1}AB = \frac{1}{3}\left(\begin{array}{cc}10 & 11 \\ 28 & 29 \end{array}\right)[/tex]
 

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